Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 569 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 57.9 KiB |
| Average record size in memory | 104.2 B |
Variable types
| Numeric | 13 |
|---|
mean radius is highly overall correlated with radius error | High correlation |
mean smoothness is highly overall correlated with mean compactness and 2 other fields | High correlation |
mean compactness is highly overall correlated with mean smoothness and 4 other fields | High correlation |
mean symmetry is highly overall correlated with mean smoothness and 2 other fields | High correlation |
mean fractal dimension is highly overall correlated with mean smoothness | High correlation |
radius error is highly overall correlated with mean radius and 2 other fields | High correlation |
compactness error is highly overall correlated with mean compactness and 1 other fields | High correlation |
concave points error is highly overall correlated with mean compactness and 2 other fields | High correlation |
worst symmetry is highly overall correlated with mean symmetry | High correlation |
concave points error has 13 (2.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-03 19:09:16.435624 |
|---|---|
| Analysis finished | 2023-05-03 19:10:06.604129 |
| Duration | 50.17 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
mean radius
Real number (ℝ)
| Distinct | 456 |
|---|---|
| Distinct (%) | 80.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.127292 |
| Minimum | 6.981 |
|---|---|
| Maximum | 28.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 6.981 |
|---|---|
| 5-th percentile | 9.5292 |
| Q1 | 11.7 |
| median | 13.37 |
| Q3 | 15.78 |
| 95-th percentile | 20.576 |
| Maximum | 28.11 |
| Range | 21.129 |
| Interquartile range (IQR) | 4.08 |
Descriptive statistics
| Standard deviation | 3.5240488 |
|---|---|
| Coefficient of variation (CV) | 0.24944971 |
| Kurtosis | 0.84552162 |
| Mean | 14.127292 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | 0.94237957 |
| Sum | 8038.429 |
| Variance | 12.41892 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12.34 | 4 | 0.7% |
| 11.71 | 3 | 0.5% |
| 12.46 | 3 | 0.5% |
| 13.05 | 3 | 0.5% |
| 10.26 | 3 | 0.5% |
| 13.85 | 3 | 0.5% |
| 12.77 | 3 | 0.5% |
| 13.17 | 3 | 0.5% |
| 13 | 3 | 0.5% |
| 15.46 | 3 | 0.5% |
| Other values (446) | 538 |
| Value | Count | Frequency (%) |
| 6.981 | 1 | |
| 7.691 | 1 | |
| 7.729 | 1 | |
| 7.76 | 1 | |
| 8.196 | 1 | |
| 8.219 | 1 | |
| 8.571 | 1 | |
| 8.597 | 1 | |
| 8.598 | 1 | |
| 8.618 | 1 |
| Value | Count | Frequency (%) |
| 28.11 | 1 | |
| 27.42 | 1 | |
| 27.22 | 1 | |
| 25.73 | 1 | |
| 25.22 | 1 | |
| 24.63 | 1 | |
| 24.25 | 1 | |
| 23.51 | 1 | |
| 23.29 | 1 | |
| 23.27 | 1 |
mean texture
Real number (ℝ)
| Distinct | 479 |
|---|---|
| Distinct (%) | 84.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.289649 |
| Minimum | 9.71 |
|---|---|
| Maximum | 39.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 9.71 |
|---|---|
| 5-th percentile | 13.088 |
| Q1 | 16.17 |
| median | 18.84 |
| Q3 | 21.8 |
| 95-th percentile | 27.15 |
| Maximum | 39.28 |
| Range | 29.57 |
| Interquartile range (IQR) | 5.63 |
Descriptive statistics
| Standard deviation | 4.3010358 |
|---|---|
| Coefficient of variation (CV) | 0.22297118 |
| Kurtosis | 0.75831897 |
| Mean | 19.289649 |
| Median Absolute Deviation (MAD) | 2.81 |
| Skewness | 0.65044954 |
| Sum | 10975.81 |
| Variance | 18.498909 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.52 | 3 | 0.5% |
| 16.85 | 3 | 0.5% |
| 16.84 | 3 | 0.5% |
| 19.83 | 3 | 0.5% |
| 14.93 | 3 | 0.5% |
| 17.46 | 3 | 0.5% |
| 18.9 | 3 | 0.5% |
| 15.7 | 3 | 0.5% |
| 18.22 | 3 | 0.5% |
| 20.22 | 2 | 0.4% |
| Other values (469) | 540 |
| Value | Count | Frequency (%) |
| 9.71 | 1 | |
| 10.38 | 1 | |
| 10.72 | 1 | |
| 10.82 | 1 | |
| 10.89 | 1 | |
| 10.91 | 1 | |
| 10.94 | 1 | |
| 11.28 | 1 | |
| 11.79 | 1 | |
| 11.89 | 1 |
| Value | Count | Frequency (%) |
| 39.28 | 1 | |
| 33.81 | 1 | |
| 33.56 | 1 | |
| 32.47 | 1 | |
| 31.12 | 1 | |
| 30.72 | 1 | |
| 30.62 | 1 | |
| 29.97 | 1 | |
| 29.81 | 1 | |
| 29.43 | 1 |
mean smoothness
Real number (ℝ)
| Distinct | 474 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.096360281 |
| Minimum | 0.05263 |
|---|---|
| Maximum | 0.1634 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.05263 |
|---|---|
| 5-th percentile | 0.075042 |
| Q1 | 0.08637 |
| median | 0.09587 |
| Q3 | 0.1053 |
| 95-th percentile | 0.11878 |
| Maximum | 0.1634 |
| Range | 0.11077 |
| Interquartile range (IQR) | 0.01893 |
Descriptive statistics
| Standard deviation | 0.014064128 |
|---|---|
| Coefficient of variation (CV) | 0.14595358 |
| Kurtosis | 0.85597493 |
| Mean | 0.096360281 |
| Median Absolute Deviation (MAD) | 0.0095 |
| Skewness | 0.45632376 |
| Sum | 54.829 |
| Variance | 0.0001977997 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1007 | 5 | 0.9% |
| 0.115 | 4 | 0.7% |
| 0.1054 | 4 | 0.7% |
| 0.1075 | 4 | 0.7% |
| 0.1063 | 3 | 0.5% |
| 0.117 | 3 | 0.5% |
| 0.1049 | 3 | 0.5% |
| 0.1044 | 3 | 0.5% |
| 0.1066 | 3 | 0.5% |
| 0.1158 | 3 | 0.5% |
| Other values (464) | 534 |
| Value | Count | Frequency (%) |
| 0.05263 | 1 | |
| 0.06251 | 1 | |
| 0.06429 | 1 | |
| 0.06576 | 1 | |
| 0.06613 | 1 | |
| 0.06828 | 1 | |
| 0.06883 | 1 | |
| 0.06935 | 1 | |
| 0.0695 | 1 | |
| 0.06955 | 1 |
| Value | Count | Frequency (%) |
| 0.1634 | 1 | |
| 0.1447 | 1 | |
| 0.1425 | 1 | |
| 0.1398 | 1 | |
| 0.1371 | 1 | |
| 0.1335 | 1 | |
| 0.1326 | 1 | |
| 0.1323 | 1 | |
| 0.1291 | 1 | |
| 0.1286 | 1 |
mean compactness
Real number (ℝ)
| Distinct | 537 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10434098 |
| Minimum | 0.01938 |
|---|---|
| Maximum | 0.3454 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.01938 |
|---|---|
| 5-th percentile | 0.04066 |
| Q1 | 0.06492 |
| median | 0.09263 |
| Q3 | 0.1304 |
| 95-th percentile | 0.2087 |
| Maximum | 0.3454 |
| Range | 0.32602 |
| Interquartile range (IQR) | 0.06548 |
Descriptive statistics
| Standard deviation | 0.052812758 |
|---|---|
| Coefficient of variation (CV) | 0.50615545 |
| Kurtosis | 1.6501305 |
| Mean | 0.10434098 |
| Median Absolute Deviation (MAD) | 0.03263 |
| Skewness | 1.190123 |
| Sum | 59.37002 |
| Variance | 0.0027891874 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1147 | 3 | 0.5% |
| 0.1206 | 3 | 0.5% |
| 0.07698 | 2 | 0.4% |
| 0.05743 | 2 | 0.4% |
| 0.03834 | 2 | 0.4% |
| 0.1516 | 2 | 0.4% |
| 0.1117 | 2 | 0.4% |
| 0.1111 | 2 | 0.4% |
| 0.2087 | 2 | 0.4% |
| 0.1047 | 2 | 0.4% |
| Other values (527) | 547 |
| Value | Count | Frequency (%) |
| 0.01938 | 1 | |
| 0.02344 | 1 | |
| 0.0265 | 1 | |
| 0.02675 | 1 | |
| 0.03116 | 1 | |
| 0.03212 | 1 | |
| 0.03393 | 1 | |
| 0.03398 | 1 | |
| 0.03454 | 1 | |
| 0.03515 | 1 |
| Value | Count | Frequency (%) |
| 0.3454 | 1 | |
| 0.3114 | 1 | |
| 0.2867 | 1 | |
| 0.2839 | 1 | |
| 0.2832 | 1 | |
| 0.2776 | 1 | |
| 0.277 | 1 | |
| 0.2768 | 1 | |
| 0.2665 | 1 | |
| 0.2576 | 1 |
mean symmetry
Real number (ℝ)
| Distinct | 432 |
|---|---|
| Distinct (%) | 75.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18116186 |
| Minimum | 0.106 |
|---|---|
| Maximum | 0.304 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.106 |
|---|---|
| 5-th percentile | 0.1415 |
| Q1 | 0.1619 |
| median | 0.1792 |
| Q3 | 0.1957 |
| 95-th percentile | 0.23072 |
| Maximum | 0.304 |
| Range | 0.198 |
| Interquartile range (IQR) | 0.0338 |
Descriptive statistics
| Standard deviation | 0.027414281 |
|---|---|
| Coefficient of variation (CV) | 0.15132479 |
| Kurtosis | 1.287933 |
| Mean | 0.18116186 |
| Median Absolute Deviation (MAD) | 0.0171 |
| Skewness | 0.72560897 |
| Sum | 103.0811 |
| Variance | 0.00075154282 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1714 | 4 | 0.7% |
| 0.1769 | 4 | 0.7% |
| 0.1893 | 4 | 0.7% |
| 0.1601 | 4 | 0.7% |
| 0.1717 | 4 | 0.7% |
| 0.1861 | 3 | 0.5% |
| 0.1966 | 3 | 0.5% |
| 0.1925 | 3 | 0.5% |
| 0.1506 | 3 | 0.5% |
| 0.1739 | 3 | 0.5% |
| Other values (422) | 534 |
| Value | Count | Frequency (%) |
| 0.106 | 1 | |
| 0.1167 | 1 | |
| 0.1203 | 1 | |
| 0.1215 | 1 | |
| 0.122 | 1 | |
| 0.1274 | 1 | |
| 0.1305 | 1 | |
| 0.1308 | 1 | |
| 0.1337 | 1 | |
| 0.1339 | 1 |
| Value | Count | Frequency (%) |
| 0.304 | 1 | |
| 0.2906 | 1 | |
| 0.2743 | 1 | |
| 0.2678 | 1 | |
| 0.2655 | 1 | |
| 0.2597 | 1 | |
| 0.2595 | 1 | |
| 0.2569 | 1 | |
| 0.2556 | 1 | |
| 0.2548 | 1 |
mean fractal dimension
Real number (ℝ)
| Distinct | 499 |
|---|---|
| Distinct (%) | 87.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06279761 |
| Minimum | 0.04996 |
|---|---|
| Maximum | 0.09744 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.04996 |
|---|---|
| 5-th percentile | 0.053926 |
| Q1 | 0.0577 |
| median | 0.06154 |
| Q3 | 0.06612 |
| 95-th percentile | 0.07609 |
| Maximum | 0.09744 |
| Range | 0.04748 |
| Interquartile range (IQR) | 0.00842 |
Descriptive statistics
| Standard deviation | 0.0070603628 |
|---|---|
| Coefficient of variation (CV) | 0.11243044 |
| Kurtosis | 3.0058921 |
| Mean | 0.06279761 |
| Median Absolute Deviation (MAD) | 0.00422 |
| Skewness | 1.3044888 |
| Sum | 35.73184 |
| Variance | 4.9848723 × 10-5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.06113 | 3 | 0.5% |
| 0.05913 | 3 | 0.5% |
| 0.05907 | 3 | 0.5% |
| 0.05667 | 3 | 0.5% |
| 0.06782 | 3 | 0.5% |
| 0.05866 | 2 | 0.4% |
| 0.0602 | 2 | 0.4% |
| 0.05674 | 2 | 0.4% |
| 0.06412 | 2 | 0.4% |
| 0.06019 | 2 | 0.4% |
| Other values (489) | 544 |
| Value | Count | Frequency (%) |
| 0.04996 | 1 | |
| 0.05024 | 1 | |
| 0.05025 | 1 | |
| 0.05044 | 1 | |
| 0.05054 | 1 | |
| 0.05096 | 1 | |
| 0.05176 | 1 | |
| 0.05177 | 1 | |
| 0.05185 | 1 | |
| 0.05223 | 1 |
| Value | Count | Frequency (%) |
| 0.09744 | 1 | |
| 0.09575 | 1 | |
| 0.09502 | 1 | |
| 0.09296 | 1 | |
| 0.0898 | 1 | |
| 0.08743 | 1 | |
| 0.0845 | 1 | |
| 0.08261 | 1 | |
| 0.08243 | 1 | |
| 0.08142 | 1 |
radius error
Real number (ℝ)
| Distinct | 540 |
|---|---|
| Distinct (%) | 94.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.40517206 |
| Minimum | 0.1115 |
|---|---|
| Maximum | 2.873 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.1115 |
|---|---|
| 5-th percentile | 0.1601 |
| Q1 | 0.2324 |
| median | 0.3242 |
| Q3 | 0.4789 |
| 95-th percentile | 0.95952 |
| Maximum | 2.873 |
| Range | 2.7615 |
| Interquartile range (IQR) | 0.2465 |
Descriptive statistics
| Standard deviation | 0.27731273 |
|---|---|
| Coefficient of variation (CV) | 0.68443203 |
| Kurtosis | 17.686726 |
| Mean | 0.40517206 |
| Median Absolute Deviation (MAD) | 0.106 |
| Skewness | 3.0886122 |
| Sum | 230.5429 |
| Variance | 0.076902352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.286 | 3 | 0.5% |
| 0.2204 | 3 | 0.5% |
| 0.2684 | 2 | 0.4% |
| 0.2239 | 2 | 0.4% |
| 0.1601 | 2 | 0.4% |
| 0.2957 | 2 | 0.4% |
| 0.2562 | 2 | 0.4% |
| 0.163 | 2 | 0.4% |
| 0.403 | 2 | 0.4% |
| 0.306 | 2 | 0.4% |
| Other values (530) | 547 |
| Value | Count | Frequency (%) |
| 0.1115 | 1 | |
| 0.1144 | 1 | |
| 0.1153 | 1 | |
| 0.1166 | 1 | |
| 0.1186 | 1 | |
| 0.1194 | 1 | |
| 0.1199 | 1 | |
| 0.121 | 1 | |
| 0.1267 | 1 | |
| 0.1302 | 1 |
| Value | Count | Frequency (%) |
| 2.873 | 1 | |
| 2.547 | 1 | |
| 1.509 | 1 | |
| 1.37 | 1 | |
| 1.296 | 1 | |
| 1.292 | 1 | |
| 1.291 | 1 | |
| 1.215 | 1 | |
| 1.214 | 1 | |
| 1.207 | 1 |
texture error
Real number (ℝ)
| Distinct | 519 |
|---|---|
| Distinct (%) | 91.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2168534 |
| Minimum | 0.3602 |
|---|---|
| Maximum | 4.885 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.3602 |
|---|---|
| 5-th percentile | 0.54014 |
| Q1 | 0.8339 |
| median | 1.108 |
| Q3 | 1.474 |
| 95-th percentile | 2.212 |
| Maximum | 4.885 |
| Range | 4.5248 |
| Interquartile range (IQR) | 0.6401 |
Descriptive statistics
| Standard deviation | 0.55164839 |
|---|---|
| Coefficient of variation (CV) | 0.45334005 |
| Kurtosis | 5.3491687 |
| Mean | 1.2168534 |
| Median Absolute Deviation (MAD) | 0.3153 |
| Skewness | 1.6464438 |
| Sum | 692.3896 |
| Variance | 0.30431595 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.15 | 3 | 0.5% |
| 1.35 | 3 | 0.5% |
| 1.268 | 3 | 0.5% |
| 0.8561 | 3 | 0.5% |
| 1.016 | 2 | 0.4% |
| 1.194 | 2 | 0.4% |
| 1.095 | 2 | 0.4% |
| 0.9209 | 2 | 0.4% |
| 1.041 | 2 | 0.4% |
| 1.216 | 2 | 0.4% |
| Other values (509) | 545 |
| Value | Count | Frequency (%) |
| 0.3602 | 1 | |
| 0.3621 | 1 | |
| 0.3628 | 1 | |
| 0.3871 | 1 | |
| 0.3981 | 1 | |
| 0.4064 | 1 | |
| 0.4125 | 1 | |
| 0.4334 | 1 | |
| 0.4336 | 1 | |
| 0.4402 | 1 |
| Value | Count | Frequency (%) |
| 4.885 | 1 | |
| 3.896 | 1 | |
| 3.647 | 1 | |
| 3.568 | 1 | |
| 3.12 | 1 | |
| 2.927 | 1 | |
| 2.91 | 1 | |
| 2.904 | 1 | |
| 2.878 | 1 | |
| 2.836 | 1 |
smoothness error
Real number (ℝ)
| Distinct | 547 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0070409789 |
| Minimum | 0.001713 |
|---|---|
| Maximum | 0.03113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.001713 |
|---|---|
| 5-th percentile | 0.0036902 |
| Q1 | 0.005169 |
| median | 0.00638 |
| Q3 | 0.008146 |
| 95-th percentile | 0.012644 |
| Maximum | 0.03113 |
| Range | 0.029417 |
| Interquartile range (IQR) | 0.002977 |
Descriptive statistics
| Standard deviation | 0.0030025179 |
|---|---|
| Coefficient of variation (CV) | 0.42643473 |
| Kurtosis | 10.46984 |
| Mean | 0.0070409789 |
| Median Absolute Deviation (MAD) | 0.001451 |
| Skewness | 2.3144501 |
| Sum | 4.006317 |
| Variance | 9.015114 × 10-6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.006399 | 2 | 0.4% |
| 0.01052 | 2 | 0.4% |
| 0.01291 | 2 | 0.4% |
| 0.007189 | 2 | 0.4% |
| 0.005298 | 2 | 0.4% |
| 0.01038 | 2 | 0.4% |
| 0.007595 | 2 | 0.4% |
| 0.007803 | 2 | 0.4% |
| 0.00508 | 2 | 0.4% |
| 0.00604 | 2 | 0.4% |
| Other values (537) | 549 |
| Value | Count | Frequency (%) |
| 0.001713 | 1 | |
| 0.002667 | 1 | |
| 0.002826 | 1 | |
| 0.002838 | 1 | |
| 0.002866 | 1 | |
| 0.002887 | 1 | |
| 0.003139 | 1 | |
| 0.003169 | 1 | |
| 0.003245 | 1 | |
| 0.003265 | 1 |
| Value | Count | Frequency (%) |
| 0.03113 | 1 | |
| 0.02333 | 1 | |
| 0.02177 | 1 | |
| 0.02075 | 1 | |
| 0.01835 | 1 | |
| 0.01736 | 1 | |
| 0.01721 | 1 | |
| 0.01604 | 1 | |
| 0.01582 | 1 | |
| 0.01574 | 1 |
compactness error
Real number (ℝ)
| Distinct | 541 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.025478139 |
| Minimum | 0.002252 |
|---|---|
| Maximum | 0.1354 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.002252 |
|---|---|
| 5-th percentile | 0.0078922 |
| Q1 | 0.01308 |
| median | 0.02045 |
| Q3 | 0.03245 |
| 95-th percentile | 0.060578 |
| Maximum | 0.1354 |
| Range | 0.133148 |
| Interquartile range (IQR) | 0.01937 |
Descriptive statistics
| Standard deviation | 0.017908179 |
|---|---|
| Coefficient of variation (CV) | 0.70288413 |
| Kurtosis | 5.1062525 |
| Mean | 0.025478139 |
| Median Absolute Deviation (MAD) | 0.00876 |
| Skewness | 1.9022207 |
| Sum | 14.497061 |
| Variance | 0.00032070289 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01812 | 3 | 0.5% |
| 0.0231 | 3 | 0.5% |
| 0.01104 | 3 | 0.5% |
| 0.02431 | 2 | 0.4% |
| 0.01203 | 2 | 0.4% |
| 0.03055 | 2 | 0.4% |
| 0.0118 | 2 | 0.4% |
| 0.01395 | 2 | 0.4% |
| 0.01646 | 2 | 0.4% |
| 0.02219 | 2 | 0.4% |
| Other values (531) | 546 |
| Value | Count | Frequency (%) |
| 0.002252 | 1 | |
| 0.003012 | 1 | |
| 0.00371 | 1 | |
| 0.003746 | 1 | |
| 0.00466 | 1 | |
| 0.004693 | 1 | |
| 0.004711 | 1 | |
| 0.004883 | 1 | |
| 0.004899 | 1 | |
| 0.00493 | 1 |
| Value | Count | Frequency (%) |
| 0.1354 | 1 | |
| 0.1064 | 1 | |
| 0.1006 | 1 | |
| 0.09806 | 1 | |
| 0.09586 | 1 | |
| 0.09368 | 1 | |
| 0.08808 | 1 | |
| 0.08668 | 1 | |
| 0.08606 | 1 | |
| 0.08555 | 1 |
concave points error
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 507 |
|---|---|
| Distinct (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.011796137 |
| Minimum | 0 |
|---|---|
| Maximum | 0.05279 |
| Zeros | 13 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0038308 |
| Q1 | 0.007638 |
| median | 0.01093 |
| Q3 | 0.01471 |
| 95-th percentile | 0.022884 |
| Maximum | 0.05279 |
| Range | 0.05279 |
| Interquartile range (IQR) | 0.007072 |
Descriptive statistics
| Standard deviation | 0.0061702852 |
|---|---|
| Coefficient of variation (CV) | 0.52307676 |
| Kurtosis | 5.1263019 |
| Mean | 0.011796137 |
| Median Absolute Deviation (MAD) | 0.003485 |
| Skewness | 1.4446781 |
| Sum | 6.712002 |
| Variance | 3.8072419 × 10-5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13 | 2.3% |
| 0.01167 | 3 | 0.5% |
| 0.0111 | 3 | 0.5% |
| 0.01499 | 3 | 0.5% |
| 0.01004 | 2 | 0.4% |
| 0.01067 | 2 | 0.4% |
| 0.005495 | 2 | 0.4% |
| 0.01011 | 2 | 0.4% |
| 0.01196 | 2 | 0.4% |
| 0.01155 | 2 | 0.4% |
| Other values (497) | 535 |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 0.001852 | 1 | 0.2% |
| 0.002386 | 1 | 0.2% |
| 0.002404 | 1 | 0.2% |
| 0.002924 | 1 | 0.2% |
| 0.002941 | 1 | 0.2% |
| 0.003125 | 1 | 0.2% |
| 0.003242 | 1 | 0.2% |
| 0.003333 | 1 | 0.2% |
| 0.00339 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 0.05279 | 1 | |
| 0.0409 | 1 | |
| 0.03927 | 1 | |
| 0.03487 | 1 | |
| 0.03441 | 1 | |
| 0.03322 | 1 | |
| 0.03024 | 1 | |
| 0.02919 | 1 | |
| 0.02853 | 1 | |
| 0.02801 | 1 |
symmetry error
Real number (ℝ)
| Distinct | 498 |
|---|---|
| Distinct (%) | 87.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.020542299 |
| Minimum | 0.007882 |
|---|---|
| Maximum | 0.07895 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.007882 |
|---|---|
| 5-th percentile | 0.011758 |
| Q1 | 0.01516 |
| median | 0.01873 |
| Q3 | 0.02348 |
| 95-th percentile | 0.034988 |
| Maximum | 0.07895 |
| Range | 0.071068 |
| Interquartile range (IQR) | 0.00832 |
Descriptive statistics
| Standard deviation | 0.0082663715 |
|---|---|
| Coefficient of variation (CV) | 0.40240733 |
| Kurtosis | 7.8961298 |
| Mean | 0.020542299 |
| Median Absolute Deviation (MAD) | 0.00393 |
| Skewness | 2.1951329 |
| Sum | 11.688568 |
| Variance | 6.8332898 × 10-5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01344 | 4 | 0.7% |
| 0.02045 | 3 | 0.5% |
| 0.01884 | 3 | 0.5% |
| 0.01647 | 3 | 0.5% |
| 0.0187 | 3 | 0.5% |
| 0.01897 | 3 | 0.5% |
| 0.01454 | 3 | 0.5% |
| 0.01536 | 3 | 0.5% |
| 0.01924 | 3 | 0.5% |
| 0.01263 | 2 | 0.4% |
| Other values (488) | 539 |
| Value | Count | Frequency (%) |
| 0.007882 | 1 | |
| 0.009539 | 1 | |
| 0.009947 | 1 | |
| 0.01013 | 1 | |
| 0.01029 | 1 | |
| 0.01054 | 1 | |
| 0.01055 | 1 | |
| 0.01057 | 1 | |
| 0.01062 | 1 | |
| 0.01065 | 2 |
| Value | Count | Frequency (%) |
| 0.07895 | 1 | |
| 0.06146 | 1 | |
| 0.05963 | 1 | |
| 0.05628 | 1 | |
| 0.05543 | 1 | |
| 0.05333 | 1 | |
| 0.05168 | 1 | |
| 0.05113 | 1 | |
| 0.05014 | 1 | |
| 0.04783 | 1 |
worst symmetry
Real number (ℝ)
| Distinct | 500 |
|---|---|
| Distinct (%) | 87.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29007557 |
| Minimum | 0.1565 |
|---|---|
| Maximum | 0.6638 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.6 KiB |
Quantile statistics
| Minimum | 0.1565 |
|---|---|
| 5-th percentile | 0.2127 |
| Q1 | 0.2504 |
| median | 0.2822 |
| Q3 | 0.3179 |
| 95-th percentile | 0.40616 |
| Maximum | 0.6638 |
| Range | 0.5073 |
| Interquartile range (IQR) | 0.0675 |
Descriptive statistics
| Standard deviation | 0.061867468 |
|---|---|
| Coefficient of variation (CV) | 0.21328052 |
| Kurtosis | 4.4445595 |
| Mean | 0.29007557 |
| Median Absolute Deviation (MAD) | 0.0342 |
| Skewness | 1.4339278 |
| Sum | 165.053 |
| Variance | 0.0038275835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2226 | 3 | 0.5% |
| 0.2369 | 3 | 0.5% |
| 0.2972 | 3 | 0.5% |
| 0.3196 | 3 | 0.5% |
| 0.3109 | 3 | 0.5% |
| 0.2383 | 3 | 0.5% |
| 0.2268 | 2 | 0.4% |
| 0.3103 | 2 | 0.4% |
| 0.2576 | 2 | 0.4% |
| 0.2849 | 2 | 0.4% |
| Other values (490) | 543 |
| Value | Count | Frequency (%) |
| 0.1565 | 1 | |
| 0.1566 | 1 | |
| 0.1603 | 1 | |
| 0.1648 | 1 | |
| 0.1652 | 1 | |
| 0.1712 | 1 | |
| 0.1783 | 2 | |
| 0.1811 | 1 | |
| 0.1859 | 1 | |
| 0.189 | 1 |
| Value | Count | Frequency (%) |
| 0.6638 | 1 | |
| 0.5774 | 1 | |
| 0.5558 | 1 | |
| 0.544 | 1 | |
| 0.5166 | 1 | |
| 0.4882 | 1 | |
| 0.4863 | 1 | |
| 0.4824 | 1 | |
| 0.4761 | 1 | |
| 0.4753 | 1 |
| mean radius | mean texture | mean smoothness | mean compactness | mean symmetry | mean fractal dimension | radius error | texture error | smoothness error | compactness error | concave points error | symmetry error | worst symmetry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| mean radius | 1.000 | 0.341 | 0.149 | 0.498 | 0.120 | -0.350 | 0.550 | -0.144 | -0.326 | 0.265 | 0.411 | -0.241 | 0.175 |
| mean texture | 0.341 | 1.000 | 0.025 | 0.266 | 0.110 | -0.059 | 0.364 | 0.451 | 0.037 | 0.264 | 0.239 | 0.009 | 0.121 |
| mean smoothness | 0.149 | 0.025 | 1.000 | 0.679 | 0.542 | 0.588 | 0.334 | 0.091 | 0.339 | 0.392 | 0.439 | 0.151 | 0.394 |
| mean compactness | 0.498 | 0.266 | 0.679 | 1.000 | 0.552 | 0.499 | 0.507 | 0.048 | 0.127 | 0.818 | 0.732 | 0.098 | 0.450 |
| mean symmetry | 0.120 | 0.110 | 0.542 | 0.552 | 1.000 | 0.428 | 0.338 | 0.139 | 0.206 | 0.436 | 0.383 | 0.384 | 0.710 |
| mean fractal dimension | -0.350 | -0.059 | 0.588 | 0.499 | 0.428 | 1.000 | 0.001 | 0.157 | 0.402 | 0.481 | 0.286 | 0.314 | 0.295 |
| radius error | 0.550 | 0.364 | 0.334 | 0.507 | 0.338 | 0.001 | 1.000 | 0.310 | 0.223 | 0.428 | 0.596 | 0.240 | 0.147 |
| texture error | -0.144 | 0.451 | 0.091 | 0.048 | 0.139 | 0.157 | 0.310 | 1.000 | 0.444 | 0.230 | 0.261 | 0.389 | -0.120 |
| smoothness error | -0.326 | 0.037 | 0.339 | 0.127 | 0.206 | 0.402 | 0.223 | 0.444 | 1.000 | 0.285 | 0.345 | 0.474 | -0.067 |
| compactness error | 0.265 | 0.264 | 0.392 | 0.818 | 0.436 | 0.481 | 0.428 | 0.230 | 0.285 | 1.000 | 0.764 | 0.273 | 0.266 |
| concave points error | 0.411 | 0.239 | 0.439 | 0.732 | 0.383 | 0.286 | 0.596 | 0.261 | 0.345 | 0.764 | 1.000 | 0.262 | 0.133 |
| symmetry error | -0.241 | 0.009 | 0.151 | 0.098 | 0.384 | 0.314 | 0.240 | 0.389 | 0.474 | 0.273 | 0.262 | 1.000 | 0.283 |
| worst symmetry | 0.175 | 0.121 | 0.394 | 0.450 | 0.710 | 0.295 | 0.147 | -0.120 | -0.067 | 0.266 | 0.133 | 0.283 | 1.000 |
| mean radius | mean texture | mean smoothness | mean compactness | mean symmetry | mean fractal dimension | radius error | texture error | smoothness error | compactness error | concave points error | symmetry error | worst symmetry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17.99 | 10.38 | 0.11840 | 0.27760 | 0.2419 | 0.07871 | 1.0950 | 0.9053 | 0.006399 | 0.04904 | 0.01587 | 0.03003 | 0.4601 |
| 1 | 20.57 | 17.77 | 0.08474 | 0.07864 | 0.1812 | 0.05667 | 0.5435 | 0.7339 | 0.005225 | 0.01308 | 0.01340 | 0.01389 | 0.2750 |
| 2 | 19.69 | 21.25 | 0.10960 | 0.15990 | 0.2069 | 0.05999 | 0.7456 | 0.7869 | 0.006150 | 0.04006 | 0.02058 | 0.02250 | 0.3613 |
| 3 | 11.42 | 20.38 | 0.14250 | 0.28390 | 0.2597 | 0.09744 | 0.4956 | 1.1560 | 0.009110 | 0.07458 | 0.01867 | 0.05963 | 0.6638 |
| 4 | 20.29 | 14.34 | 0.10030 | 0.13280 | 0.1809 | 0.05883 | 0.7572 | 0.7813 | 0.011490 | 0.02461 | 0.01885 | 0.01756 | 0.2364 |
| 5 | 12.45 | 15.70 | 0.12780 | 0.17000 | 0.2087 | 0.07613 | 0.3345 | 0.8902 | 0.007510 | 0.03345 | 0.01137 | 0.02165 | 0.3985 |
| 6 | 18.25 | 19.98 | 0.09463 | 0.10900 | 0.1794 | 0.05742 | 0.4467 | 0.7732 | 0.004314 | 0.01382 | 0.01039 | 0.01369 | 0.3063 |
| 7 | 13.71 | 20.83 | 0.11890 | 0.16450 | 0.2196 | 0.07451 | 0.5835 | 1.3770 | 0.008805 | 0.03029 | 0.01448 | 0.01486 | 0.3196 |
| 8 | 13.00 | 21.82 | 0.12730 | 0.19320 | 0.2350 | 0.07389 | 0.3063 | 1.0020 | 0.005731 | 0.03502 | 0.01226 | 0.02143 | 0.4378 |
| 9 | 12.46 | 24.04 | 0.11860 | 0.23960 | 0.2030 | 0.08243 | 0.2976 | 1.5990 | 0.007149 | 0.07217 | 0.01432 | 0.01789 | 0.4366 |
| mean radius | mean texture | mean smoothness | mean compactness | mean symmetry | mean fractal dimension | radius error | texture error | smoothness error | compactness error | concave points error | symmetry error | worst symmetry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 559 | 11.51 | 23.93 | 0.09261 | 0.10210 | 0.1388 | 0.06570 | 0.2388 | 2.904 | 0.008200 | 0.029820 | 0.01267 | 0.01488 | 0.2112 |
| 560 | 14.05 | 27.15 | 0.09929 | 0.11260 | 0.1537 | 0.06171 | 0.3645 | 1.492 | 0.007256 | 0.026780 | 0.01626 | 0.02080 | 0.2250 |
| 561 | 11.20 | 29.37 | 0.07449 | 0.03558 | 0.1060 | 0.05502 | 0.3141 | 3.896 | 0.007594 | 0.008878 | 0.00000 | 0.01989 | 0.1566 |
| 562 | 15.22 | 30.62 | 0.10480 | 0.20870 | 0.2128 | 0.07152 | 0.2602 | 1.205 | 0.004625 | 0.048440 | 0.01608 | 0.02137 | 0.4089 |
| 563 | 20.92 | 25.09 | 0.10990 | 0.22360 | 0.2149 | 0.06879 | 0.9622 | 1.026 | 0.006399 | 0.043100 | 0.02624 | 0.02057 | 0.2929 |
| 564 | 21.56 | 22.39 | 0.11100 | 0.11590 | 0.1726 | 0.05623 | 1.1760 | 1.256 | 0.010300 | 0.028910 | 0.02454 | 0.01114 | 0.2060 |
| 565 | 20.13 | 28.25 | 0.09780 | 0.10340 | 0.1752 | 0.05533 | 0.7655 | 2.463 | 0.005769 | 0.024230 | 0.01678 | 0.01898 | 0.2572 |
| 566 | 16.60 | 28.08 | 0.08455 | 0.10230 | 0.1590 | 0.05648 | 0.4564 | 1.075 | 0.005903 | 0.037310 | 0.01557 | 0.01318 | 0.2218 |
| 567 | 20.60 | 29.33 | 0.11780 | 0.27700 | 0.2397 | 0.07016 | 0.7260 | 1.595 | 0.006522 | 0.061580 | 0.01664 | 0.02324 | 0.4087 |
| 568 | 7.76 | 24.54 | 0.05263 | 0.04362 | 0.1587 | 0.05884 | 0.3857 | 1.428 | 0.007189 | 0.004660 | 0.00000 | 0.02676 | 0.2871 |